{"id":"W4414171621","doi":"10.1017/s0017383525100430","title":"Roman History","year":2025,"lang":"en","type":"article","venue":"Greece and Rome","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Roman Empire; Scholarship; Quarter (Canadian coin); Argument (complex analysis); Empire; Period (music); Function (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005715586,0.0004417216,0.000407119,0.001111175,0.003345111,0.003598043,0.0005018485,0.000853597,0.070862],"category_scores_gemma":[0.001291257,0.0001885796,0.0002347414,0.001547063,0.002307752,0.00193029,0.002305019,0.00219975,0.02306127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003139372,"about_ca_system_score_gemma":0.00157985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003286082,"about_ca_topic_score_gemma":0.006064335,"domain_scores_codex":[0.999359,0.0001798086,0.00003652399,0.0001317561,0.0001588713,0.0001340423],"domain_scores_gemma":[0.9998376,0.0000335502,0.0000188679,0.00003845196,0.0000452406,0.00002619364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004657364,0.00002084319,0.0006097704,0.0002130105,0.00000719245,0.0002452311,0.00226133,0.00008334231,0.0001705027,0.8068792,0.1242549,0.06520795],"study_design_scores_gemma":[0.000001848586,0.000004542799,0.0004060958,0.00008397477,8.842932e-7,0.00009092203,0.0001695265,0.00001290052,0.00005698025,0.005076249,0.9940937,0.000002232591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002902088,0.01037027,0.0003866166,0.002516619,0.001130616,0.00002256204,0.0002547243,0.00003491516,0.9823816],"genre_scores_gemma":[0.1312631,0.01204566,0.0009130215,0.003189154,0.001187827,0.00006994993,0.0005433605,0.0001290107,0.850659],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.070862,"threshold_uncertainty_score":0.237057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02719755959796371,"score_gpt":0.2936758472576471,"score_spread":0.2664782876596833,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}